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"Artificial Intelligence (AI) in Risk Based Testing"

A.I. for Risk Based Testing and Production Driven Test Coverage

White Paper: QualiTest Group

Analyzing large amounts of production data by actual users is a very good risk-based approach to testing highly complex systems based on what users actually do instead of all of the theoretical permutations of what a system may need to support.

Is software testing capable of employing A.I. approaches, or will human software testers soon be bested by computers as well?

This white paper highlights one specific approach that is driven by analyzing large amounts of production data that describes actual usage by real users through the data taken behind them. It discusses:

How A.I. can help the 5 basic sources of test coverage

Different ways in which A.I. in testing can also be used

Risk-Based Testing-Which test cases are most important and most likely to encounter failure, and how do you limit the count?

Digital business transformation is based on an IT architecture transformation with a roadmap for digital capability implementation. Based on the software platforms, digital companies create enhanced or totally new business models which offer completely new digital customer experiences.
Established companies are building up software know-how and are acquiring software companies to accelerate their digital transformation by injecting software innovation capabilities into their core business areas.
This whitepaper helps to understand what makes today’s digital challengers attractive to customers and consumers, as it highlights their core competencies and differentiators based on their digital software-based technology.
Key takeaways from this whitepaper:
Digital challengers separate companies from their customers
Implementing digital capabilities for digital use cases
Digital companies have a micro services-oriented, scalable IT architecture

What is

Risk management is the way of identifying, measuring and dealing with the threats to an organizations capital and earnings. Definition according to ISO 31000 Risk management is the way toward assessing the chance of loss or damage and finding a way to battle the potential Risk.

The risk is the possibility that something bad or unpleasant (exposure to the chance of injury or loss) will happen. Organizations are exposed to risks of different degrees; risk management is a procedure which involves assessing the risks and then taking necessary steps to either eliminate or to reduce them as far as reasonably possible.

Software testing is a process used to determine the exactness and quality of developed computer software. It includes a set of activities conducted with the intent of finding bugs in software. In a nutshell it is a process to check whether the absolute results match the expected results and to make sure that the software system is error free.